Files
MLPproject/Report/MLPproject.aux
2025-10-31 15:36:32 +01:00

77 lines
6.5 KiB
TeX

\relax
\providecommand\babel@aux[2]{}
\@nameuse{bbl@beforestart}
\providecommand\hyper@newdestlabel[2]{}
\providecommand\HyperFirstAtBeginDocument{\AtBeginDocument}
\HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined
\global\let\oldnewlabel\newlabel
\gdef\newlabel#1#2{\newlabelxx{#1}#2}
\gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}}
\AtEndDocument{\ifx\hyper@anchor\@undefined
\let\newlabel\oldnewlabel
\fi}
\fi}
\global\let\hyper@last\relax
\gdef\HyperFirstAtBeginDocument#1{#1}
\providecommand\HyField@AuxAddToFields[1]{}
\providecommand\HyField@AuxAddToCoFields[2]{}
\babel@aux{english}{}
\@writefile{toc}{\contentsline {section}{\numberline {1}Introduction}{1}{section.1}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {2}Data analysis}{1}{section.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {2.1}Dataset}{1}{subsection.2.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {2.2}Data cleaning and feature engineering}{1}{subsection.2.2}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {2.3}Handling missing values}{2}{subsection.2.3}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {2.4}Training, validation and test sets}{2}{subsection.2.4}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {3}Model selection}{2}{section.3}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {4}Model Training and Hyperparameter Tuning}{2}{section.4}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {4.1}Models and methods used}{2}{subsection.4.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {4.2}Validation Results}{2}{subsection.4.2}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces The weighted averages of the performance metrics of the models on the validation data.\relax }}{2}{table.caption.1}\protected@file@percent }
\providecommand*\caption@xref[2]{\@setref\relax\@undefined{#1}}
\newlabel{perfmetric}{{1}{2}{The weighted averages of the performance metrics of the models on the validation data.\relax }{table.caption.1}{}}
\newlabel{perfmetric@cref}{{[table][1][]1}{[1][2][]2}}
\@writefile{toc}{\contentsline {subsection}{\numberline {4.3}Caveats and restrictions}{2}{subsection.4.3}\protected@file@percent }
\newlabel{fig:featureImportanceDT}{{1(a)}{3}{\relax }{figure.caption.2}{}}
\newlabel{fig:featureImportanceDT@cref}{{[subfigure][1][1]1(a)}{[1][3][]3}}
\newlabel{sub@fig:featureImportanceDT}{{(a)}{3}{\relax }{figure.caption.2}{}}
\newlabel{sub@fig:featureImportanceDT@cref}{{[subfigure][1][1]1(a)}{[1][3][]3}}
\newlabel{fig:featureImportanceRF}{{1(b)}{3}{\relax }{figure.caption.2}{}}
\newlabel{fig:featureImportanceRF@cref}{{[subfigure][2][1]1(b)}{[1][3][]3}}
\newlabel{sub@fig:featureImportanceRF}{{(b)}{3}{\relax }{figure.caption.2}{}}
\newlabel{sub@fig:featureImportanceRF@cref}{{[subfigure][2][1]1(b)}{[1][3][]3}}
\@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces The confusion matricies of the Decision Tree model and the Random Forest model on the test data.\relax }}{3}{figure.caption.2}\protected@file@percent }
\newlabel{fig:}{{1}{3}{The confusion matricies of the Decision Tree model and the Random Forest model on the test data.\relax }{figure.caption.2}{}}
\newlabel{fig:@cref}{{[figure][1][]1}{[1][3][]3}}
\@writefile{toc}{\contentsline {section}{\numberline {5}Model Evaluations}{3}{section.5}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.1}Analyzing the Confusion Matricies}{3}{subsection.5.1}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.2}Analyzing Weighted Performance Metrics}{3}{subsection.5.2}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {2}{\ignorespaces The weighted averages of the performance metrics of the models on the test data.\relax }}{3}{table.caption.3}\protected@file@percent }
\newlabel{perfmetrictest}{{2}{3}{The weighted averages of the performance metrics of the models on the test data.\relax }{table.caption.3}{}}
\newlabel{perfmetrictest@cref}{{[table][2][]2}{[1][3][]3}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.3}Analyzing the Performance}{4}{subsection.5.3}\protected@file@percent }
\@writefile{lot}{\contentsline {table}{\numberline {3}{\ignorespaces Class-wise performance metrics of the Decision Tree.\relax }}{4}{table.caption.4}\protected@file@percent }
\newlabel{dt_metrics}{{3}{4}{Class-wise performance metrics of the Decision Tree.\relax }{table.caption.4}{}}
\newlabel{dt_metrics@cref}{{[table][3][]3}{[1][4][]4}}
\@writefile{lot}{\contentsline {table}{\numberline {4}{\ignorespaces Class-wise performance metrics of the Random Forest.\relax }}{4}{table.caption.5}\protected@file@percent }
\newlabel{rf_metrics}{{4}{4}{Class-wise performance metrics of the Random Forest.\relax }{table.caption.5}{}}
\newlabel{rf_metrics@cref}{{[table][4][]4}{[1][4][]4}}
\@writefile{toc}{\contentsline {subsection}{\numberline {5.4}Overfitting and Underfitting}{4}{subsection.5.4}\protected@file@percent }
\@writefile{toc}{\contentsline {subsection}{\numberline {5.5}Feature Importance}{4}{subsection.5.5}\protected@file@percent }
\@writefile{toc}{\contentsline {section}{\numberline {6}Summary}{4}{section.6}\protected@file@percent }
\newlabel{fig:featureImportanceDT}{{2(a)}{5}{\relax }{figure.caption.6}{}}
\newlabel{fig:featureImportanceDT@cref}{{[subfigure][1][2]2(a)}{[1][4][]5}}
\newlabel{sub@fig:featureImportanceDT}{{(a)}{5}{\relax }{figure.caption.6}{}}
\newlabel{sub@fig:featureImportanceDT@cref}{{[subfigure][1][2]2(a)}{[1][4][]5}}
\newlabel{fig:featureImportanceRF}{{2(b)}{5}{\relax }{figure.caption.6}{}}
\newlabel{fig:featureImportanceRF@cref}{{[subfigure][2][2]2(b)}{[1][4][]5}}
\newlabel{sub@fig:featureImportanceRF}{{(b)}{5}{\relax }{figure.caption.6}{}}
\newlabel{sub@fig:featureImportanceRF@cref}{{[subfigure][2][2]2(b)}{[1][4][]5}}
\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces The feature importance graphs for the Decision Tree model and the Random Forest model based on the validation data.\relax }}{5}{figure.caption.6}\protected@file@percent }
\newlabel{fig:}{{2}{5}{The feature importance graphs for the Decision Tree model and the Random Forest model based on the validation data.\relax }{figure.caption.6}{}}
\newlabel{fig:@cref}{{[figure][2][]2}{[1][4][]5}}
\ttl@finishall
\newlabel{LastPage}{{}{5}{}{page.5}{}}
\xdef\lastpage@lastpage{5}
\xdef\lastpage@lastpageHy{5}
\gdef \@abspage@last{5}